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Enhancing the Learning Experience on Programming-focused Courses via Electronic Assessment Tools (Extended Abstract)

Authors Hans-Wolfgang Loidl Phil Barker Sanusi S. Usman

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           Enhancing the Learning Experience on
    Programming-focused Courses via Electronic Assessment
                 Tools (Extended Abstract)

                Hans-Wolfgang Loidl                   Phil Barker                 Sanusi S. Usman
                                           Department of Computer Science
                                 School of Mathematical and Computer Sciences
                                             Heriot-Watt University
                                         Edinburgh EH144AS, Scotland
                 H.W.Loidl@hw.ac.uk            Phil.Barker@hw.ac.uk                  ssu30@hw.ac.uk


       Developing solid programming skills is the back-bone of student transition in any computer science
       programme, when it comes to technical skills that need to be acquired by the students. On-line tests
       and quizzes to test the students progress, which can be done in their own time and are tailored to the
       requirements of the specific course, are a highly effective mode of providing formative feedback.
            We report on our efforts of using electronic exam software to provide formative feedback to
       students, with a focus on immediate automated feedback. To assess the results we draw on survey
       data we gather from students on three programming courses, in first, second and fourth year of
       studies. We contrast a traditional approach, with feedback on coursework submissions, to our new
       approach of using e-assessment both for summative and formative assessment. In the context of
       a fourth year course on parallel programming languages we also assess the influence on the style
       of programming language on the student’s learning experience, contrasting main-stream, low-level
       message passing languages with high-level parallel functional languages. This phase of learning
       represents a step change of grasping new concepts as supported by modern functional languages, to
       the incremental learning phase of acquiring new skills within a known language.
            This work is part of a larger effort at Heriot-Watt University, to integrate on-line exams, both in
       the form as formative quizzes and summative class tests, into software development courses of the
       early years in our under-graduate degree programmes and in new degree programmes that feature a
       substantial percentage of distance-learning-style material.
            This is work-in-progress and we are currently collecting and analysing the survey feedback data
       from the e-exam. This data will be available in time for a presentation at TFPIE 2017, and for an
       in-depth analysis in the full version of the paper.


1    Introduction
Teaching courses on programming languages or more widely on programming-centric skills naturally
lends itself to an approach of active learning, that is driven by carefully structured programming exercises
and offers a learning-by-doing environment. A key component in such an approach is the provision of
timely and detailed feedback to the students on their (partial) solutions. Established methods, such as
in-lab, verbal feedback by tutors and lab-helpers have their limitations in the depth of feedback that
can be given and in the scalability to large class sizes. The nature of the language being taught, either
object-oriented or functional, also plays a significant role in how the topic of feedback is approached. In
this paper we are reviewing some of the current feedback techniques used in computer science courses
(modules) at Heriot-Watt University, and contrast them with approaches to on-line assessment (either
formative or summative) that we are starting to use.

                                                                                c H-W. Loidl, P. Barker, S.S. Usman
Submitted to:
                                                                                This work is licensed under the
TFPIE 2017
                                                                                Creative Commons Attribution License.
2                                                                                                   E-exams


    This study is part of a wider initiative on enhancing the feedback given to students, in particular
giving more immediate feedback at several points in the course than would be possible without an on-
line framework. In previous surveys, students often expressed their desire for more quiz-style sections,
and therefore we are confident that this effort will also improve the overall student experience.
    Our rationale for introducing this style of feedback are the following predicted benefits:
      • improving the student transition along the development of technical programming skills;
      • more regular and immediate feedback on quizzes;
      • increasing student engagement and providing checkpoints of learning progress for the students;
      • easing the load of staff to do manual marking;
      • dealing with exceptionally large class sizes (as we observe them in the current first year for CS);
      • and transferring this infrastructure to other campuses;
     In this extended abstract we describe the context of these studies (the nature of the courses and profile
of the student cohorts), the technology that we are employing for the e-assessment components, and some
initial results from early usage of e-assessment in a first year programming course. More studies are on-
going, in particular the usage on a second year programming course and more in-depth results from a
parallel programming course that covers both imperative as well as functional programming languages.


2      E-exams
2.1     A Pedagogic Case for the Use of E-exams
The requirements that most strongly influenced our choice of an online assessment system came from
its use to reduce the burden of marking summative assessments. These assessments affect a student’s
progression in their degree programme. At a high level the requirements can be summarised as the need
for the system to be secure, reliable and scalable. These lead us to consider hosted commercial offerings,
and ultimately to trial the BTL Surpass system. Acceptance criteria were written for the trial, listing
criteria around security, auditing and checking of questions, pedagogy and operational considerations. A
full list of these criteria is available 1 . Once we were convinced that BTL Surpass was satisfactory for
our needs we examined the wider pedagogic case for using it in formative and low stakes assessment.
     Firstly, there is a subject specific consideration. Much of the material we teach in computer science,
especially on the programming courses, spanning object-oriented and functional paradigms, is not suited
to paper-based assessment. In our computer science courses we are trying to be practical and focused
on developing real-world experiences to make the transition from university into industry as easy as
possible. Therefore, we frequently use computer lab and tutorial sessions based around programming.
It is important that we look to creating equally authentic means of assessment — a paper based exam
is unnatural and counter-productive. Coursework is only a partial answer to this as it is difficult assess
whether the student knows what to do and how to do it, as opposed to their ability to find a recipe to
follow using services such stack-exchange, and furthermore marking coursework is a heavy burden on
teaching staff with typically feedback to students being provided only slowly.
     In common with many in Higher Education, we acknowledge a problem with a lack of engagement
of students on the courses we offer. Exams and class tests may be the peak time of student engagement,
    1 https://blogs.pjjk.net/phil/requirements-online-exam-system/
H-W. Loidl, P. Barker, S.S. Usman                                                                           3


when students discuss their answers to various questions asked. Online assessment with automatic mark-
ing offers the opportunity of giving students immediate feedback at this point of peak engagement rather
than weeks later when all students care about is their numerical result. It is possible in Surpass to tag
questions by learning objective. This means that we can use continual assessment throughout the course
to show students what abilities we expect them to be developing, and allow them and the teaching staff
to appraise their progress in the course.
    As an international multi-campus university it is important to us that Surpass is scalable beyond a
single campus. It has a relatively sophisticated workflow for creating and checking questions and for
moderating marks which can be shared among several individuals. We hope this will support teamwork
across campuses in setting questions that address course learning objectives, leading to a better shared
understanding, in concrete terms, of what is expected from students.
    In summary, we hope that continual assessment with BTL Surpass will counter-balance the course-
work with secure objective class tests and allow us and the students to check learning progress.


2.2   Exam Authoring in BTL Surpass
The BTL Surpass software for e-exams provides a platform for creating electronic tests and quizzes.
These are initially formed as questions items, and structured according to the targeted learning outcomes.
All question and informative non-question pages are integrated in an item authoring section. The section
has a collection of templates for different question types, in addition to other functionalities to provide a
well-integrated environment. Templates such as the multiple choices, multiple response, selection from
the list, numerical entry etc. are useful for the basic e-exam questions. Additionally, fill-in-the-blank and
short essays provide text entry templates, to be marked based on the exact text match. Using appropriate
templates, an assessment can be effectively designed for entirely computer marking, a combination of
computer and human marking, or entirely human marking.
    Depending on the requirements, tests can be created for learning, formative and summative assess-
ments. In learning assessments, students can check their progress through instant access to sample so-
lutions, or hints guiding students while answering questions. In the case of formative assessments, the
solutions and any other feedback are only accessible for the student upon completion of the test in order
to review performance. Whereas the learning and formative assessments are delivered in a web browser,
summative assessment uses a secure client to deliver tests in a lock-down environment. Results are only
released after tests are marked and moderated, with reports generated to show performance statistics.
    A notable, important benefit of the software is the capability to assign learning outcomes to questions,
such that when feedback is given to students, they could see how well they performed across different
learning tasks. This will be helpful in directing attention and additional efforts to areas so identified. Ad-
ditionally, being an online tool, it could be deployed at several campuses without restriction on concrete
setup. Furthermore, the simple design of the interface, and good navigation makes the software easy to
operate, which was confirmed in our earlier test runs with students.


3     Context
We will contrast the formative and summative assessment given in three programming-centric courses.
   “Software Development 1” which is the first programming language course, using Java, in Year 1,
Semester 1 of our under-graduate degrees. Some of our students come to this course with no program-
ming background at all and therefore this course has to teach programming from ground up. We use
4                                                                                                 E-exams


Java as an object-oriented language, but take a “basics first” approach, introducing basic programming
language constructs, before covering object-oriented constructs in the second half of the course.
    “Hardware-Software Interface” is a Year 2, Semester 2 course on low-level and systems program-
ming. It introduces C and ARM Assembler languages, and applies them to systems programming tasks
on the Raspberry Pi 2. At this point students have solid (object-oriented) programming background, but
they often lack a firm grasp of performance implications of their code. Giving this view, and controlling
simple devices wired up to a Raspberry Pi were the main points of motivation for introducing this course.
    “Parallel and Distributed Programming” is a Year 4, Semester 2 optional course, for final year stu-
dents. This course covers a range of different programming technologies, from C+MPI and OpenMP, to
parallel functional languages such as Glasgow Parallel Haskell (GpH) and Single Assignment C (SAC).
In its spread of programming languages, it is a good test case for picking up advanced programming
skills in a very short time span. Since this course is optional it typically attracts our best programmers,
which results in a different student profile compared to the two mandatory courses above.
    In the bigger picture of our programming language courses, we put a focus on object-oriented pro-
gramming, and in particular Java, in the first year. The scope is broadened to other paradigms, in partic-
ular functional programming and logic programming, as well as scripting and low level programming, in
the second year. This phase in particular is challenging since it represents a step change of grasping new
concepts (such as higher order functions), compared to gradually adding new, but fairly narrow, mech-
anisms in a known language (Java). This step change is reflected in the different kinds of questions by
the students in these courses, with more focus on concepts as opposed to low-level details. Whereas in
the first year, naturally, a lot of questions are on basic understanding of compute structures, and are more
amenable for automated feedback, the focus shifts to the main concepts in functional and logic languages,
which is more difficult to cover with automatic feedback. The difficulty in low-level languages for most
students is to get a firm grasp of the concrete operational aspects of program execution. This is fairly
hard to cover through the usual form of (static) textual feedback, but can be effectively addressed using
dynamic approaches, such as animated graphics. We already use the latter in the form of the widely used
Python Tutor 2 in lab settings, but not embedded in the feedback to students. In the context of functional
languages the main benefit of quizzes and short programming tasks is to reinforce the lecture-style pre-
sentation, that focuses on the concepts, and demonstrate the practical relevance and benefits in a tightly
controlled environment. Based on this approach, we typically get very positive feedback by students on
Haskell and SAC as “more powerful” languages with a concrete benefit in programmer productivity.
    Another motivation for this study are our current efforts to support more distance-learning material in
our courses, which is part of the development of new degree programmes with a big work-based learning
component. This setup requires a highly structured nature of the courses, with intermediate check-points
for the students to check their learning progress. E-exams and quizzes are one suitable instrument for
this purpose, provided that they deliver sufficient feedback on the student’s performance.


4     Preliminary Evaluation
4.1     Conventional delivery in an advanced course on parallel programming
The course “Distributed and Parallel Technologies” covers a range of programming technologies for pro-
gramming parallel machines, starting from low-level approaches based on message passing (C+MPI) to
high-level approaches using functional languages (Glasgow parallel Haskell and Single Assignment C) or
    2 Python   Tutor
H-W. Loidl, P. Barker, S.S. Usman                                                                         5


functionally motivated approaches such as Google’s MapReduce framework. By starting with low-level
approaches, the students appreciate the ease-of-programming provided by the high-level approaches and
this is reflected in their comments from the end-of-term course survey. As practical coursework, the stu-
dents implement a very simple mathematical computation, which is amenable for data parallelism, first
using one of the low-level approaches and then using one of the high-level approaches. This experience
provides a powerful message on the relative ease of parallel programming in a functional language that
directly translates to a reduced effort in implementation. Both pieces of coursework are summative as-
sessments and we give detailed feedback on the submission, in particular the quality of the parallelisation
and of the code in general. Traditionally, the students’ performance in the exam is poorer compared to
the practical coursework. In part, this is due to the unusual nature of doing coding exercises in an exam
setup. But it also reveals gaps in understanding of underlying concepts of the two functional languages
used in this course. Therefore, we conjecture that a move to e-exams and the use of quizzes throughout
the course would deepen the understanding of these technologies (although, the coverage of six differ-
ent parallel programming technologies in this course is a strain on the students’ ability to absorb new
material within one term).


4.2   Using e-exams in software development courses
Evaluation of the use of BTL Surpass for summative exams in “Software Development 1” was performed
using a questionnaire given to the students, an interview with a small group of students and an interview
with the staff involved. The staff interview largely determined that the staff involved felt that the online
exam system had performed well but they needed more support in its use and in scheduling and setting
up labs for use in exams. The more interesting results concerning the potential of online assessment for
learning computer science came from the students.
    The student questionnaire was completed by 60 of the 150 students from the Edinburgh campus.
These were students who attended a lecture in the subsequent “Software Development 2” course and
chose to return the questionnaire, and thus results are available from reasonably large but self-selected
sub group of those students who took the exam, probably representing the more conscientious students
in the class. Responses to five-point likert scale questions indicated a positive student experience, see
Table 1.
    Only 3 of the 60 students felt there should be no more online exams. Additionally there was signifi-
cant strong agreement to the statement “I would like to be able to self-assess for practice while studying”


Table 1: Student feedback on a summative e-exam in “Software Development 1” (five-point likert scale:
1 means strongly disagree, 5 means strongly agree)
                                                                          1   2    3     4    5
           I was able to demonstrate whether
              I understood the material being tested.                     1   2   12    25   19
           I felt adequately prepared to use the software.                1   4    8    24   23
           I found the software used to deliver the exam easy to use.     0   2    7    14   37
           I was able to enter the answers that I wanted to.              1   1    6    12   40
           The feedback from the software about whether
              my answers had been submitted was adequate.                 0   5   12    20   23
           The computer lab was a suitable setting for this exam          1   4   10    13   32
6                                                                                                E-exams


(42 strongly agree, 7 agree) and “I would like assessment to be in smaller chunks during the course (i.e.
continuous assessment rather than one exam at the end)” (27 strongly agree and 8 agree), albeit with a
desire expressed for “immediate automatic feedback on my performance” (44 strongly agree, 10 agree).
    Written comments from the questionnaires and comments from the interview (again, a self selected
group of 6 conscientious students) shed some light on the reasons for these responses, which are largely
in accordance with the rationale for introducing online assessment. The students liked the general ease
of use of the system, found it easier and less stressful to work with the online system compared to paper-
based exams, specifically mentioning worries about the legibility and speed of their hand-writing, the
ability to flag questions to which they wanted to return and the display of a timer and progress monitor.
They also pointed to the naturalness of using an online system to assess computer science “We are
computer scientists, we like computers”.
    While the overall feedback from students was overwhelmingly positive, there were some significant
exceptions, which largely centred on operational issues regarding network delays in logging on to the
system. There was also a perception from the students that results from an online exam should be
available immediately whereas in fact they need to be approved by the same exam boards as any paper-
based exam.
    For “Hardware-Software Interface”, this year we are complementing the traditional summative as-
sessments, in form of programming exercises as practical coursework, with a formative e-exam, as a
mock-exam, to prepare the students for the unusual setup of coding exercises in an exam. In the long
term we are considering to entirely move to this form of assessment, which is more suitable for program-
ming centric courses, as underlined by our experience with the early software development courses.


5    Conclusions
Our experience so far with the e-exam software has been positive, and so was the feedback that we
received from the students on their experience. We are now extending the usage to formative assessment
as well, which was well received, but needs more studies to come up with concrete conclusions. Concrete
lessons learnt so far are:
    • Specific coding skills can be effectively tested in an e-exam setting, and better so than in a pen-
      and-paper exam, leading to a better student experience;
    • Immediate feedback can be given on quizzes and e-exams, using the e-exam software that we are
      using (BTL Surpass); initial comment on the effectiveness of this feedback has been positive, but
      needs more evaluation;
    • Practical coding exercises proved to be crucial in making the argument of ease-of-development in
      parallel functional languages, as opposed to more main-stream approaches
    • In introducing new concepts from functional programming languages, in particular higher-order
      functions, a balance of lecture-style presentations with practical coding exercise is crucial for
      capturing the essence of these concepts
In the long term we hope that continual assessment with BTL Surpass will counter-balance the course-
work with secure objective class tests and allow us and the students to check learning progress.